Towards Context-Sensitive Service Composition for Service-Oriented Image Processing

A. Jungmann, B. Kleinjohann, in: Proceedings of the 6th IEEE International Conference on Cloud Computing Technology and Science (CloudCom), IEEE, 2014, pp. 755–758.

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Conference Paper | English
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Abstract
Automatically composing service-based software solutions is a challenging task. Considering context information during this service composition process is even more challenging. In domains such as image processing, however, context-sensitivity is inherent and cannot be ignored when developing techniques for automatic service composition. Formal approaches tend to create ambiguous solutions, whenever the expressive power of the applied formalism is limited. For example, services may have the same formal specification, although their actual functionality depends on the concrete context. In order to satisfy individual user requests while providing data-dependent functionality, formal approaches have to be extended. We propose to incorporate Reinforcement Learning techniques and combine them with planning based composition approaches. While planning ensures formally correct solutions, learning enables the composition process to resolve ambiguity by implicitly considering context information. Preliminary results show that our combined approach adapts to a static context while still satisfying formally specified requirements.
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Proceedings Title
Proceedings of the 6th IEEE International Conference on Cloud Computing Technology and Science (CloudCom)
Page
755-758
Conference Date
2014-12-15 – 2014-12-18
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Jungmann A, Kleinjohann B. Towards Context-Sensitive Service Composition for Service-Oriented Image Processing. In: Proceedings of the 6th IEEE International Conference on Cloud Computing Technology and Science (CloudCom). IEEE; 2014:755-758.
Jungmann, A., & Kleinjohann, B. (2014). Towards Context-Sensitive Service Composition for Service-Oriented Image Processing. Proceedings of the 6th IEEE International Conference on Cloud Computing Technology and Science (CloudCom), 755–758.
@inproceedings{Jungmann_Kleinjohann_2014, title={Towards Context-Sensitive Service Composition for Service-Oriented Image Processing}, booktitle={Proceedings of the 6th IEEE International Conference on Cloud Computing Technology and Science (CloudCom)}, publisher={IEEE}, author={Jungmann, Alexander and Kleinjohann, Bernd}, year={2014}, pages={755–758} }
Jungmann, Alexander, and Bernd Kleinjohann. “Towards Context-Sensitive Service Composition for Service-Oriented Image Processing.” In Proceedings of the 6th IEEE International Conference on Cloud Computing Technology and Science (CloudCom), 755–58. IEEE, 2014.
A. Jungmann and B. Kleinjohann, “Towards Context-Sensitive Service Composition for Service-Oriented Image Processing,” in Proceedings of the 6th IEEE International Conference on Cloud Computing Technology and Science (CloudCom), 2014, pp. 755–758.
Jungmann, Alexander, and Bernd Kleinjohann. “Towards Context-Sensitive Service Composition for Service-Oriented Image Processing.” Proceedings of the 6th IEEE International Conference on Cloud Computing Technology and Science (CloudCom), IEEE, 2014, pp. 755–58.

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